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Artificial Intelligence: Belief Networks: Page 2


 

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Learning Bayesian Networks from Data

http://www.cs.huji.ac.il/~nirf/Nips01-Tutorial/

Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks, given at the Neural Information Processing Systems (NIPS-2001) conference

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Qualitative Verbal Explanations in Bayesian Belief Networks

http://www.pitt.edu/~druzdzel/abstracts/aisb.html

Paper about combining probabilistic models and human-intuitive approaches to modeling uncertainty by generating qualitative verbal explanations of reasoning.

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Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference

http://www.cs.cmu.edu/afs/cs/project/jair/pub/volume6/darwiche97a-html/jair-f.html

Article published in JAIR (Journal of AI Research) about a way to implement belief networks by compiling networks into arithmetic expressions and then answering queries using an evaluation algorithm.

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Category for: Artificial Intelligence: Belief Networks: Page 2